He crumpled the notice, the paper a tiny ball in his fist. Anger, hot and unfamiliar, clawed at Leo’s insides. "They'll regret this," he growled. He took a deep breath, trying to steady himself, and the only thing that calmed his nerves was an idea. He spent the next few days working at the place in the apartment, late into the night.

He called his neighbor, Mrs. Henderson, a sweet elderly woman with a penchant for baking, and offered her a special deal on his high-speed internet. He smiled at her, watching the grin on his face. He changed the password on the building’s Wi-Fi network. Then, he emailed the landlord with a list of ridiculous demands, filled with jargon and legal threats.

The following day, he saw the superintendent struggling with the lock to his apartment, his face red with frustration. Leo, with a smirk, had just the right tool to help him.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442